Generalization in de novo learning of virtual upper limb movements is influenced by motor exploration

Tomoya Kawano, M. Kouzaki, Shota Hagio
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Abstract

The acquisition of new motor skills from scratch, also known as de novo learning, is an essential aspect of motor development. In de novo learning, the ability to generalize skills acquired under one condition to others is crucial because of the inherently limited range of motor experiences available for learning. However, the presence of generalization in de novo learning and its influencing factors remain unclear. This study aimed to elucidate the generalization of de novo motor learning by examining the motor exploration process, which is the accumulation of motor experiences. To this end, we manipulated the exploration process during practice by changing the target shape using either a small circular target or a bar-shaped target. Our findings demonstrated that the amount of learning during practice was generalized across different conditions. Furthermore, the extent of generalization is influenced by movement variability in the control space, which is irrelevant to the task, rather than the target shapes themselves. These results confirmed the occurrence of generalization in de novo learning and suggest that the exploration process within the control space plays a significant role in facilitating this generalization.
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虚拟上肢动作从头学习的泛化受运动探索的影响
从零开始学习新的运动技能,也称为从头开始学习,是运动发育的一个重要方面。在从头开始学习的过程中,由于可用于学习的运动经验本身范围有限,因此将在一种条件下获得的技能推广到其他条件下的能力至关重要。然而,新生学习中是否存在泛化现象及其影响因素仍不清楚。本研究旨在通过研究运动探索过程(即运动经验的积累)来阐明新生运动学习的泛化。为此,我们在练习过程中通过改变小圆形目标或条形目标的形状来操纵探索过程。我们的研究结果表明,练习过程中的学习量在不同条件下具有普遍性。此外,泛化的程度受控制空间中与任务无关的运动变化的影响,而不是受目标形状本身的影响。这些结果证实了新学习中泛化的发生,并表明控制空间内的探索过程在促进这种泛化中发挥了重要作用。
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